I do realize that people spend much of their time at work, and it's a place people meet.
Personally, now that we have dating sites and such I would not risk my career by trying to initiate a relationship with someone I am working with...
I'd rather avoid even just the mild awkwardness of someone being uncomfortable at me asking them for coffee or dinner, and having to then work with them after that.